AI will amplify the software ecology we already have. That makes context, validation, and human judgment more important, not less.
A reflection on software engineering at the edge of agentic workflows, connecting personal experience, DORA's amplification framing, Adam Bender's software ecology talk, and the need to reduce human and agentic friction with healthier …
Position paper on context helpers, repository reality, and agentic readiness.
Reliable agentic software delivery depends on context before autonomy. The gap between capable coding agents and safe production behavior is often not model capability, but missing repository context about defensive patterns, local constraints, …
Position paper on defensive patterns in complex, mature codebases and delivery practice.
Defensive patterns are often repository memory in an awkward form: adaptations to delivery pressure, operational risk, and local history. For coding agents, those patterns need explicit interpretation before they can be treated as signals rather …
Research on defensive patterns in complex, mature codebases and delivery practice.
This lane explores defensive patterns in source code and delivery practice: behaviors that may look like anti-patterns in isolation, but often emerge as rational responses to brittle systems, uneven documentation, delivery pressure, operational …